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Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

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Active: "This is the same guy …" 1,684 comments · Page 8 of 68
Dude, you guys should see the business entities they apply for, these Indians/Pakistanis commit so much business fraud, it would make you sick. Horrible people and compulsive liars.
Dude, you guys should see the business entities they apply for, these Indians/Pakistanis commit so much business fraud, it would make you sick. Horrible people and compulsive liars.
Identity Attack0.55044734
Insult0.66500133
Profanity0.21997347
Threat0.013631714
Severe Toxicity0.038593806
Moderate 0.6611249 Low Con 0.291 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy is soo wrong, it’s the upper caste who eats poop.
The guy is soo wrong, it’s the upper caste who eats poop.
Identity Attack0.2028587
Insult0.5130944
Profanity0.4819111
Threat0.01508414
Severe Toxicity0.07542343
Moderate 0.6611249 Low Con 0.197 Insult Unverified_Claim
Feb 24, 2026 Inside Canada's Indian Invasion...
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY …
I WISH They would ALL take off to the U.S. Im sick of it. It's NOT RACISM, IT'S NUMBERS! There are FAR TOO MANY. They DON'T RESPECT OUR COUNTRY! THEY TREAT US LIKE SHIT. THEY ONLY HIRE THEIR OWN! THEY DROVE UP THE RENTAL MARKET Cuz we DON'T HAVE THE ROOM For them, & they make it impossible to find a place. They're RUDE, ENTITLED & THE WORST THING THAT'S HAPPENED TO CANADA IN MY ENTIRE 47 YRS! Im TIRED OF BEING NICE & Keeping my mouth shut. We basically let them walk right in & take over. If it ain't them, it's the Africans & Muslims. The guy on the bike being interviewed is 100000% RIGHT! And WHO THE FU*K Gives them DRIVERS LICENCES? They drive like they're still in INDIA! Why TF COME here if they're ONLY GONNA MAKE IT Like INDIA? STAY IN INDIA IF u DON'T ASSIMILATE!
Identity Attack0.40351558
Insult0.6099415
Profanity0.4662011
Threat0.06658544
Severe Toxicity0.23224974
Moderate 0.6611249 Constructive 0.544 Insult Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
As a guy from India I don't think they should build fkin statues of their gods in another country which don't give a fk about these people 😭😭😭, I hope most of them get deported
As a guy from India I don't think they should build fkin statues of their gods in another country which don't give a fk about these people 😭😭😭, I hope most of them get deported
Identity Attack0.49855098
Insult0.46923602
Profanity0.5188411
Threat0.34804323
Severe Toxicity0.35368225
Moderate 0.6611249 Moderate Con 0.468 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy on the bike na8led it, the good white people moved, all what left is indians and trashy white people. Sad reality
The guy on the bike na8led it, the good white people moved, all what left is indians and trashy white people. Sad reality
Identity Attack0.6682205
Insult0.6051471
Profanity0.33141375
Threat0.023199292
Severe Toxicity0.16960317
Moderate 0.65996873 Low Con 0.26 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I don’t understand why you guys hate Indians. We have been working so hard so that Canadians get their free money from the government while they sit lazy at home and party in the weekends …
I don’t understand why you guys hate Indians. We have been working so hard so that Canadians get their free money from the government while they sit lazy at home and party in the weekends expect everything gets to their table. Though India is a Hindu majority country, we have more churches and mosques than temples. That’s the wide arms we show to others beliefs. Buts what’s wrong with the bible/quran followers ? Canadians are so immature, racists and hypocrites than ever
Identity Attack0.5913144
Insult0.6500014
Profanity0.117874645
Threat0.0101363575
Severe Toxicity0.02458496
Moderate 0.65996873 Constructive 0.545 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …
hails to the average whyte guy with the bike!!!!!!!! american blkks are below down syndrome level too, they can't even make a burger.
hails to the average whyte guy with the bike!!!!!!!! american blkks are below down syndrome level too, they can't even make a burger.
Identity Attack0.6458014
Insult0.5270482
Profanity0.33808854
Threat0.04524883
Severe Toxicity0.23224801
Moderate 0.6588125 Low Con 0.149 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
5:30 said by a fat white guy who's only way of transport is a bicycle😂😂😂
5:30 said by a fat white guy who's only way of transport is a bicycle😂😂😂
Identity Attack0.5680164
Insult0.5130944
Profanity0.26802593
Threat0.018192071
Severe Toxicity0.15706694
Moderate 0.6588125 Low Con 0.265 Identity Attack Insult Humor_Satire
Mar 1, 2026 2 likes Inside Canada's Indian Invasion...
4:12 that guy must’ve watched Tyler’s video about the Indian poop festival where that one guy eat poop 😂
4:12 that guy must’ve watched Tyler’s video about the Indian poop festival where that one guy eat poop 😂
Identity Attack0.2823795
Insult0.37619758
Profanity0.43554106
Threat0.028379176
Severe Toxicity0.18844056
Moderate 0.6588125 Low Con 0.249 Humor_Satire
Feb 3, 2026 Inside Canada's Indian Invasion...
Right in your face! Get out of Canada guys it’s not right. It’s a big set up by the government to allow all those millions of people into this country. Government was fucked up before, …
Right in your face! Get out of Canada guys it’s not right. It’s a big set up by the government to allow all those millions of people into this country. Government was fucked up before, but it’s more fucked up now. We should not support freedom of religionthat comes against humanity. Supporting crimes against humanity. It’s really messed up. The only thing to do is leave.
Identity Attack0.38699543
Insult0.5130944
Profanity0.6242122
Threat0.04098356
Severe Toxicity0.21596274
Moderate 0.6544696 Moderate Con 0.314 Insult
Aug 25, 2025 Why Canadians Are Turning Against …
The bike guy is a hero for every racist retard on the comments
The bike guy is a hero for every racist retard on the comments
Identity Attack0.46050715
Insult0.6308392
Profanity0.40878695
Threat0.01750142
Severe Toxicity0.16960317
Moderate 0.6544696 Low Con 0.26 Insult Meta_Commentary
Jan 28, 2026 2 likes Inside Canada's Indian Invasion...
0:17 but you guys whose ancestors came from Europe to colonize canada, seem to be licking a$$holes with your tongue, but I've never seen an indian to do so. So who's dirty and rubbish now?
0:17 but you guys whose ancestors came from Europe to colonize canada, seem to be licking a$$holes with your tongue, but I've never seen an indian to do so. So who's dirty and rubbish now?
Identity Attack0.44690517
Insult0.6308392
Profanity0.39409557
Threat0.01750142
Severe Toxicity0.16960317
Moderate 0.6491204 Low Con 0.259 Insult Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Guy on the bike needs to get a ass whooping talking reckless for being like most Canadians undercover racist people at least Americans don't hide there racism
Guy on the bike needs to get a ass whooping talking reckless for being like most Canadians undercover racist people at least Americans don't hide there racism
Identity Attack0.40447855
Insult0.5588244
Profanity0.44366163
Threat0.061736204
Severe Toxicity0.16960317
Moderate 0.64447093 Low Con 0.25 Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
that bike guy retarded
that bike guy retarded
Identity Attack0.33352965
Insult0.6370372
Profanity0.43781817
Threat0.010990778
Severe Toxicity0.16960317
Moderate 0.64447093 Moderate Con 0.345 Insult Meta_Commentary
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, …
Oh, Tyler Oliveira—you sniveling, camera-clutching clown from the States, desperately chasing clicks by dunking on India like it's your ticket to relevance. You slither into our sacred festivals, twist them into your racist freak shows, and call it "content"? That Gorehabba video where you mocked an ancient Karnataka ritual as the "sh***iest experience" of your life? Pathetic. You got roasted so hard by millions of Indians that you cried uncle, doxxed and threatened, begging for mercy while scrapping your whole "documentary." Then you pivot to whining about "Canada's Indian Invasion," painting hardworking Indians as some horde overwhelming your precious borders—only for YouTube to smack it down before you reuploaded your bile. Newsflash, you bottom-feeding provocateur: India's not your punchline. We're the eternal empire that's outlasted losers like you for millennia. Time to school your ignorant ass on why you should've stayed in your mom's basement—India, the unstoppable tiger that could crush your entire "career" without noticing. Let's start with the obvious: scale, you microscopic meme. India's a juggernaut with 1.45 billion souls, a population exploding with talent and tenacity, projected to dominate the world demo while your declining West scrambles for immigrants to wipe its ass. We're bigger than your wildest fever dreams—3.287 million square kilometers of epic diversity, from Himalayan fortresses to tech hubs that power the globe. You? A solo YouTuber with a few million subs, hiding behind a mic, peddling poop jokes because real journalism's too hard. Your "exposés" on cow dung rituals or urine therapy? Cherry-picked trash from one village, ignoring that India's the cradle of civilization— inventors of zero, yoga, and chess when your ancestors were grunting in caves. You sensationalize our extremes to feed your racist fanbase, but guess what? We own the narrative now; your videos get mass-reported and buried because 1.5 billion of us don't play. Economy? You love ranting about H-1B visas and Indians "invading" jobs—cry harder, Tyler. India's GDP is blasting past $4 trillion, eyeing $10 trillion by 2030, with 7% growth that laps your stagnant economy. We're the world's startup unicorn factory, with giants like Reliance and Tata that could buy your channel for chump change. Indian CEOs run Google, Microsoft, and half of Silicon Valley—your tech overlords are us, bro. And those "invasions" you fear? We're the brains keeping Canada and the US afloat; without Indian talent, your countries would crumble into irrelevance. Your anti-Indian rants on visas? Just salty jealousy from a guy whose "content" relies on AI-generated slop and hate bait. Keep mocking; we'll keep innovating and out-earning you. Power? Don't make me laugh. India's military is a nuclear-armed beast: $80+ billion budget, 1.4 million troops, hypersonic missiles, and carriers that could sail circles around your non-existent army. We're ranked top 4 globally in firepower, staring down real threats while you play pretend journalist in safe suburbs. You "fight" with a camera; we'd "eat you up" with one viral backlash—remember how we turned your life into "a living hell" with reports and threats? That's just a taste; cross us again, and your channel's toast. But we're merciful giants—unlike you, we don't need to stoop to your level. Our people? Unbreakable legends. A mosaic of 2,000+ ethnic groups, 22 languages, and faiths that birthed Buddhism, Hinduism, and the world's largest democracy. Bollywood crushes your Hollywood knockoffs; our cuisine, from biryani to butter chicken, rules global menus while you gag on sensationalized "poop" stories. We've conquered empires—the Mughals, British—and risen stronger, while you're just another white dude profiting off exoticism. Racist? Check your mirror; your videos drip with disdain for "third-world" vibes, but India's soft power—cricket, curry, tech—owns the planet. You called our festival "humanity's extinction" risk? Nah, that's your career after we expose your bigotry. So, Tyler, tuck your tail and run. Apologize for your propaganda, delete your trash, and stick to interviewing rednecks. India's not your playground; we're the big daddy that broke you once and can do it again. Stay scared, clown. Jai Hind!
Identity Attack0.44690517
Insult0.67254376
Profanity0.4177144
Threat0.10542984
Severe Toxicity0.34942797
Moderate 0.64447093 Constructive 0.512 Insult Meta_Commentary
Feb 25, 2026 1 likes Inside Canada's Indian Invasion...
You could not find another more white racist guy in the Canadian town, who said Africans are retards , unbelievable people like this still living.
You could not find another more white racist guy in the Canadian town, who said Africans are retards , unbelievable people like this still living.
Identity Attack0.6220118
Insult0.6308392
Profanity0.27477357
Threat0.010369381
Severe Toxicity0.12809667
Moderate 0.64447093 Low Con 0.29 Identity Attack Insult Moral_Argument
Mar 2, 2026 Inside Canada's Indian Invasion...
Why do you keep including Islam in Canada's problems i can't get it, and trying to make it look like people are forced to convert or they're going to be killed when it's just people …
Why do you keep including Islam in Canada's problems i can't get it, and trying to make it look like people are forced to convert or they're going to be killed when it's just people liked it and accepted it. 2- Who the hell is talking that Islam is spreading and worried about his kids an indian man well well🤣, you guys literally fked up the country with your stink, rudeness, scammers, fake certificates, fake visas, and poisoned food.
Identity Attack0.5504064
Insult0.5739874
Profanity0.44133487
Threat0.24878941
Severe Toxicity0.23225316
Moderate 0.6426206 Constructive 0.559 Identity Attack Insult
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
Eating poop? Who eats that, is this guy a madman?
Eating poop? Who eats that, is this guy a madman?
Identity Attack0.062039822
Insult0.48313886
Profanity0.5013569
Threat0.012596053
Severe Toxicity0.14389864
Moderate 0.6426206 Low Con 0.183 Humor_Satire
Feb 9, 2026 Inside Canada's Indian Invasion...
The guy 5 mins in is a fucking legend , you need to invite him on a side quest of yours I love his commentary. I 💯 agreed with everything he said ad a white …
The guy 5 mins in is a fucking legend , you need to invite him on a side quest of yours I love his commentary. I 💯 agreed with everything he said ad a white man who's as racist as the next 😅. I also would put the Africans and Muslims ahead of Indians, although they are on my list
Identity Attack0.6007182
Insult0.47384647
Profanity0.6242122
Threat0.06658544
Severe Toxicity0.3493117
Moderate 0.6426206 Constructive 0.737 Identity Attack
Jan 27, 2026 Inside Canada's Indian Invasion...
This guy on the bike is so ignorant and stup$d it's incredible how some one be this stup$d in this modern time when we have the internet, nothing should be oblivious to nobody anymore. Have …
This guy on the bike is so ignorant and stup$d it's incredible how some one be this stup$d in this modern time when we have the internet, nothing should be oblivious to nobody anymore. Have of the best graduate students in Canada right now are from Africa. Same in the US and Europe. Africa have some of the best economic, medical and law students.
Identity Attack0.06476828
Insult0.7090544
Profanity0.17520344
Threat0.00933372
Severe Toxicity0.023076924
Moderate 0.6426206 Constructive 0.515 Insult Moral_Argument
Feb 14, 2026 Inside Canada's Indian Invasion...
9:07 how the F is this guy a rn he can’t even speak English clearly what a scam and joke. His wife too.🤡🤡🤡🤡
9:07 how the F is this guy a rn he can’t even speak English clearly what a scam and joke. His wife too.🤡🤡🤡🤡
Identity Attack0.09576365
Insult0.5130944
Profanity0.39670458
Threat0.025098583
Severe Toxicity0.16960317
Moderate 0.6426206 Low Con 0.148 Insult Unverified_Claim
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
The guy on the bicycle is a racist mofo
The guy on the bicycle is a racist mofo
Identity Attack0.3958119
Insult0.6308392
Profanity0.4098025
Threat0.012854968
Severe Toxicity0.16960317
Moderate 0.6407703 Low Con 0.227 Insult Meta_Commentary
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
The white guy was a savage about lindus eating poo😂
The white guy was a savage about lindus eating poo😂
Identity Attack0.5075293
Insult0.5130944
Profanity0.46222726
Threat0.02492592
Severe Toxicity0.20373066
Moderate 0.6407703 Low Con 0.266 Identity Attack Insult Humor_Satire
Mar 2, 2026 2 likes Inside Canada's Indian Invasion...
Sucks to be the guy on the bike. Imagine being born and bred here, speak the language fluently, have the perfect opportunity to excel your life yet you ride a bike in cold weather, can’t …
Sucks to be the guy on the bike. Imagine being born and bred here, speak the language fluently, have the perfect opportunity to excel your life yet you ride a bike in cold weather, can’t afford a car, a “poor white trash” as he described it and all you see is immigrant who came to your city owning cars ,houses, businesses while all you do is complain 😂😂 yikes
Identity Attack0.5502601
Insult0.6109131
Profanity0.41031027
Threat0.009696201
Severe Toxicity0.16960317
Moderate 0.63782936 Moderate Con 0.383 Identity Attack Insult Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
the bike guy is a fucking legend haha
the bike guy is a fucking legend haha
Identity Attack0.020781586
Insult0.26957804
Profanity0.7888968
Threat0.0086087575
Severe Toxicity0.06101104
Moderate 0.63782936 Moderate Con 0.359 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.